diff --git a/example_workflows/wanvideo_480p_I2V_example_02.json b/example_workflows/wanvideo_480p_I2V_example_03.json
similarity index 83%
rename from example_workflows/wanvideo_480p_I2V_example_02.json
rename to example_workflows/wanvideo_480p_I2V_example_03.json
index 06b1bc2..1e8c2ba 100644
--- a/example_workflows/wanvideo_480p_I2V_example_02.json
+++ b/example_workflows/wanvideo_480p_I2V_example_03.json
@@ -1,22 +1,22 @@
{
"id": "206247b6-9fec-4ed2-8927-e4f388c674d4",
"revision": 0,
- "last_node_id": 67,
- "last_link_id": 83,
+ "last_node_id": 69,
+ "last_link_id": 89,
"nodes": [
{
"id": 46,
"type": "WanVideoTextEmbedBridge",
"pos": [
- 1204.152587890625,
- 707.1484985351562
+ 919.7472534179688,
+ 822.0996704101562
],
"size": [
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],
"flags": {},
- "order": 22,
+ "order": 18,
"mode": 2,
"inputs": [
{
@@ -26,6 +26,7 @@
},
{
"name": "negative",
+ "shape": 7,
"type": "CONDITIONING",
"link": 55
}
@@ -48,15 +49,15 @@
"id": 50,
"type": "CLIPTextEncode",
"pos": [
- 754.153076171875,
- 967.1485595703125
+ 469.7478332519531,
+ 1082.099609375
],
"size": [
400,
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],
"flags": {},
- "order": 19,
+ "order": 15,
"mode": 2,
"inputs": [
{
@@ -88,12 +89,12 @@
"id": 48,
"type": "CLIPLoader",
"pos": [
- 394.15313720703125,
- 717.1484985351562
+ 109.74829864501953,
+ 832.0996704101562
],
"size": [
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+ 106
],
"flags": {},
"order": 0,
@@ -125,15 +126,15 @@
"id": 49,
"type": "CLIPTextEncode",
"pos": [
- 754.153076171875,
- 717.1484985351562
+ 469.7478332519531,
+ 832.0996704101562
],
"size": [
400,
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],
"flags": {},
- "order": 18,
+ "order": 14,
"mode": 2,
"inputs": [
{
@@ -161,62 +162,6 @@
"high quality nature video featuring a red panda balancing on a bamboo stem while a bird lands on it's head, on the background there is a waterfall"
]
},
- {
- "id": 42,
- "type": "Note",
- "pos": [
- -580,
- -760
- ],
- "size": [
- 314.96246337890625,
- 152.77333068847656
- ],
- "flags": {},
- "order": 1,
- "mode": 0,
- "inputs": [],
- "outputs": [],
- "properties": {},
- "widgets_values": [
- "Adjust the blocks to swap based on your VRAM, this is a tradeoff between speed and memory usage.\n\nAlternatively there's option to use VRAM management introduced in DiffSynt-Studios. This is usually slower, but saves even more VRAM compared to BlockSwap"
- ],
- "color": "#432",
- "bgcolor": "#653"
- },
- {
- "id": 45,
- "type": "WanVideoVRAMManagement",
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- ],
- "size": [
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- 58
- ],
- "flags": {},
- "order": 2,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "vram_management_args",
- "type": "VRAM_MANAGEMENTARGS",
- "links": []
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoVRAMManagement"
- },
- "widgets_values": [
- 1
- ],
- "color": "#223",
- "bgcolor": "#335"
- },
{
"id": 36,
"type": "Note",
@@ -229,7 +174,7 @@
171.9547576904297
],
"flags": {},
- "order": 3,
+ "order": 1,
"mode": 0,
"inputs": [],
"outputs": [],
@@ -252,7 +197,7 @@
88
],
"flags": {},
- "order": 4,
+ "order": 2,
"mode": 0,
"inputs": [],
"outputs": [],
@@ -267,15 +212,15 @@
"id": 51,
"type": "Note",
"pos": [
- 424.153076171875,
- 547.1480712890625
+ 139.7482452392578,
+ 662.0992431640625
],
"size": [
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],
"flags": {},
- "order": 5,
+ "order": 3,
"mode": 0,
"inputs": [],
"outputs": [],
@@ -286,175 +231,6 @@
"color": "#432",
"bgcolor": "#653"
},
- {
- "id": 62,
- "type": "Note",
- "pos": [
- 315.68389892578125,
- 215.8892364501953
- ],
- "size": [
- 268.73455810546875,
- 90.03050994873047
- ],
- "flags": {},
- "order": 6,
- "mode": 0,
- "inputs": [],
- "outputs": [],
- "properties": {},
- "widgets_values": [
- "The original code had automatic resolution adjustment based on input image total pixels and aspect ratio. If you want to set it manually, disable the adjust_resolution"
- ],
- "color": "#432",
- "bgcolor": "#653"
- },
- {
- "id": 11,
- "type": "LoadWanVideoT5TextEncoder",
- "pos": [
- 161.7229461669922,
- -501.2225036621094
- ],
- "size": [
- 377.1661376953125,
- 130
- ],
- "flags": {},
- "order": 7,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "wan_t5_model",
- "type": "WANTEXTENCODER",
- "slot_index": 0,
- "links": [
- 15
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "LoadWanVideoT5TextEncoder"
- },
- "widgets_values": [
- "umt5-xxl-enc-bf16.safetensors",
- "bf16",
- "offload_device",
- "disabled"
- ],
- "color": "#332922",
- "bgcolor": "#593930"
- },
- {
- "id": 52,
- "type": "WanVideoTeaCache",
- "pos": [
- 1307.6705322265625,
- -787.4303588867188
- ],
- "size": [
- 315,
- 178
- ],
- "flags": {},
- "order": 8,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "cache_args",
- "type": "CACHEARGS",
- "links": [
- 56
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoTeaCache"
- },
- "widgets_values": [
- 0.25,
- 1,
- -1,
- "offload_device",
- "true",
- "e"
- ]
- },
- {
- "id": 54,
- "type": "Note",
- "pos": [
- 961.6879272460938,
- -580.803466796875
- ],
- "size": [
- 327.61932373046875,
- 88
- ],
- "flags": {},
- "order": 9,
- "mode": 0,
- "inputs": [],
- "outputs": [],
- "properties": {},
- "widgets_values": [
- "Enhance-a-video can increase the fidelity of the results, too high values lead to noisy results."
- ],
- "color": "#432",
- "bgcolor": "#653"
- },
- {
- "id": 53,
- "type": "Note",
- "pos": [
- 960.3718872070312,
- -810.77099609375
- ],
- "size": [
- 324.64129638671875,
- 159.47401428222656
- ],
- "flags": {},
- "order": 10,
- "mode": 0,
- "inputs": [],
- "outputs": [],
- "properties": {},
- "widgets_values": [
- "TeaCache could be considered to be sort of an automated step skipper \n\nThe relative l1 threshold -value determines how aggressive this is, higher values are faster but quality suffers more. Very first steps should NEVER be skipped with this model or it kills the motion. When using the pre-calculated coefficients, the treshold value should be much higher than with the default coefficients."
- ],
- "color": "#432",
- "bgcolor": "#653"
- },
- {
- "id": 44,
- "type": "Note",
- "pos": [
- -620.9041137695312,
- -1049.732421875
- ],
- "size": [
- 303.0501403808594,
- 88
- ],
- "flags": {},
- "order": 11,
- "mode": 0,
- "inputs": [],
- "outputs": [],
- "properties": {},
- "widgets_values": [
- "If you have Triton installed, connect this for ~30% speed increase"
- ],
- "color": "#432",
- "bgcolor": "#653"
- },
{
"id": 39,
"type": "WanVideoBlockSwap",
@@ -464,10 +240,10 @@
],
"size": [
315,
- 130
+ 154
],
"flags": {},
- "order": 12,
+ "order": 4,
"mode": 0,
"inputs": [],
"outputs": [
@@ -489,7 +265,8 @@
10,
false,
false,
- true
+ true,
+ 0
],
"color": "#223",
"bgcolor": "#335"
@@ -503,10 +280,10 @@
],
"size": [
390.5999755859375,
- 178
+ 202
],
"flags": {},
- "order": 13,
+ "order": 5,
"mode": 0,
"inputs": [],
"outputs": [
@@ -528,140 +305,12 @@
"default",
false,
64,
- true
+ true,
+ 128
],
"color": "#223",
"bgcolor": "#335"
},
- {
- "id": 58,
- "type": "LoadImage",
- "pos": [
- -650.719482421875,
- 173.7036895751953
- ],
- "size": [
- 413.10479736328125,
- 498.3180847167969
- ],
- "flags": {},
- "order": 14,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "IMAGE",
- "type": "IMAGE",
- "links": [
- 72
- ]
- },
- {
- "name": "MASK",
- "type": "MASK",
- "links": null
- }
- ],
- "properties": {
- "cnr_id": "comfy-core",
- "ver": "0.3.26",
- "Node name for S&R": "LoadImage"
- },
- "widgets_values": [
- "oldman_upscaled.png",
- "image",
- ""
- ],
- "color": "#2a363b",
- "bgcolor": "#3f5159"
- },
- {
- "id": 63,
- "type": "WanVideoImageToVideoEncode",
- "pos": [
- 304.6556091308594,
- -129.80532836914062
- ],
- "size": [
- 352.79998779296875,
- 338
- ],
- "flags": {},
- "order": 25,
- "mode": 0,
- "inputs": [
- {
- "name": "vae",
- "type": "WANVAE",
- "link": 81
- },
- {
- "name": "clip_embeds",
- "type": "WANVIDIMAGE_CLIPEMBEDS",
- "link": 82
- },
- {
- "name": "start_image",
- "shape": 7,
- "type": "IMAGE",
- "link": 83
- },
- {
- "name": "end_image",
- "shape": 7,
- "type": "IMAGE",
- "link": null
- },
- {
- "name": "width",
- "type": "INT",
- "widget": {
- "name": "width"
- },
- "link": 75
- },
- {
- "name": "height",
- "type": "INT",
- "widget": {
- "name": "height"
- },
- "link": 76
- },
- {
- "name": "control_embeds",
- "shape": 7,
- "type": "WANVIDIMAGE_EMBEDS",
- "link": null
- }
- ],
- "outputs": [
- {
- "name": "image_embeds",
- "type": "WANVIDIMAGE_EMBEDS",
- "links": [
- 66
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoImageToVideoEncode"
- },
- "widgets_values": [
- 832,
- 480,
- 81,
- 0.030000000000000006,
- 1,
- 1,
- true,
- false
- ],
- "color": "#2a363b",
- "bgcolor": "#3f5159"
- },
{
"id": 59,
"type": "CLIPVisionLoader",
@@ -674,7 +323,7 @@
58
],
"flags": {},
- "order": 15,
+ "order": 6,
"mode": 0,
"inputs": [],
"outputs": [
@@ -709,7 +358,7 @@
261.5306701660156
],
"flags": {},
- "order": 23,
+ "order": 20,
"mode": 0,
"inputs": [
{
@@ -747,149 +396,6 @@
"color": "#332922",
"bgcolor": "#593930"
},
- {
- "id": 27,
- "type": "WanVideoSampler",
- "pos": [
- 1315.2401123046875,
- -401.48028564453125
- ],
- "size": [
- 315,
- 787
- ],
- "flags": {},
- "order": 26,
- "mode": 0,
- "inputs": [
- {
- "name": "model",
- "type": "WANVIDEOMODEL",
- "link": 29
- },
- {
- "name": "text_embeds",
- "type": "WANVIDEOTEXTEMBEDS",
- "link": 30
- },
- {
- "name": "image_embeds",
- "type": "WANVIDIMAGE_EMBEDS",
- "link": 66
- },
- {
- "name": "samples",
- "shape": 7,
- "type": "LATENT",
- "link": null
- },
- {
- "name": "feta_args",
- "shape": 7,
- "type": "FETAARGS",
- "link": 80
- },
- {
- "name": "context_options",
- "shape": 7,
- "type": "WANVIDCONTEXT",
- "link": null
- },
- {
- "name": "cache_args",
- "shape": 7,
- "type": "CACHEARGS",
- "link": 56
- },
- {
- "name": "flowedit_args",
- "shape": 7,
- "type": "FLOWEDITARGS",
- "link": null
- },
- {
- "name": "slg_args",
- "shape": 7,
- "type": "SLGARGS",
- "link": null
- },
- {
- "name": "loop_args",
- "shape": 7,
- "type": "LOOPARGS",
- "link": null
- },
- {
- "name": "experimental_args",
- "shape": 7,
- "type": "EXPERIMENTALARGS",
- "link": null
- }
- ],
- "outputs": [
- {
- "name": "samples",
- "type": "LATENT",
- "slot_index": 0,
- "links": [
- 33
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoSampler"
- },
- "widgets_values": [
- 25,
- 6,
- 5,
- 1057359483639287,
- "fixed",
- true,
- "unipc",
- 0,
- 1,
- "",
- "comfy"
- ]
- },
- {
- "id": 55,
- "type": "WanVideoEnhanceAVideo",
- "pos": [
- 1312.6407470703125,
- -596.7884521484375
- ],
- "size": [
- 315,
- 106
- ],
- "flags": {},
- "order": 16,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "feta_args",
- "type": "FETAARGS",
- "links": [
- 80
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoEnhanceAVideo"
- },
- "widgets_values": [
- 2,
- 0,
- 1
- ]
- },
{
"id": 30,
"type": "VHS_VideoCombine",
@@ -899,10 +405,10 @@
],
"size": [
1245.8460693359375,
- 1573.8460693359375
+ 334
],
"flags": {},
- "order": 28,
+ "order": 24,
"mode": 0,
"inputs": [
{
@@ -976,10 +482,10 @@
],
"size": [
315,
- 174
+ 198
],
"flags": {},
- "order": 27,
+ "order": 23,
"mode": 0,
"inputs": [
{
@@ -1013,111 +519,8 @@
272,
272,
144,
- 128
- ],
- "color": "#322",
- "bgcolor": "#533"
- },
- {
- "id": 22,
- "type": "WanVideoModelLoader",
- "pos": [
- 150,
- -780
- ],
- "size": [
- 477.4410095214844,
- 226.43276977539062
- ],
- "flags": {},
- "order": 20,
- "mode": 0,
- "inputs": [
- {
- "name": "compile_args",
- "shape": 7,
- "type": "WANCOMPILEARGS",
- "link": null
- },
- {
- "name": "block_swap_args",
- "shape": 7,
- "type": "BLOCKSWAPARGS",
- "link": 50
- },
- {
- "name": "lora",
- "shape": 7,
- "type": "WANVIDLORA",
- "link": null
- },
- {
- "name": "vram_management_args",
- "shape": 7,
- "type": "VRAM_MANAGEMENTARGS",
- "link": null
- }
- ],
- "outputs": [
- {
- "name": "model",
- "type": "WANVIDEOMODEL",
- "slot_index": 0,
- "links": [
- 29,
- 79
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoModelLoader"
- },
- "widgets_values": [
- "WanVideo\\Wan2_1-I2V-14B-480P_fp8_e4m3fn.safetensors",
- "fp16",
- "fp8_e4m3fn",
- "offload_device",
- "sdpa"
- ],
- "color": "#223",
- "bgcolor": "#335"
- },
- {
- "id": 38,
- "type": "WanVideoVAELoader",
- "pos": [
- 169.25408935546875,
- -322.9471740722656
- ],
- "size": [
- 372.7727966308594,
- 82
- ],
- "flags": {},
- "order": 17,
- "mode": 0,
- "inputs": [],
- "outputs": [
- {
- "name": "vae",
- "type": "WANVAE",
- "slot_index": 0,
- "links": [
- 43,
- 81
- ]
- }
- ],
- "properties": {
- "cnr_id": "ComfyUI-WanVideoWrapper",
- "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
- "Node name for S&R": "WanVideoVAELoader"
- },
- "widgets_values": [
- "wanvideo\\Wan2_1_VAE_bf16.safetensors",
- "bf16"
+ 128,
+ "default"
],
"color": "#322",
"bgcolor": "#533"
@@ -1134,7 +537,7 @@
262
],
"flags": {},
- "order": 24,
+ "order": 19,
"mode": 0,
"inputs": [
{
@@ -1145,7 +548,7 @@
{
"name": "image_1",
"type": "IMAGE",
- "link": 73
+ "link": 85
},
{
"name": "image_2",
@@ -1187,47 +590,70 @@
"bgcolor": "#355"
},
{
- "id": 66,
- "type": "ImageResizeKJ",
+ "id": 58,
+ "type": "LoadImage",
"pos": [
- -175.95899963378906,
- 176.40057373046875
+ -650.719482421875,
+ 173.7036895751953
],
"size": [
- 315,
- 266
+ 413.10479736328125,
+ 498.3180847167969
],
"flags": {},
- "order": 21,
+ "order": 7,
+ "mode": 0,
+ "inputs": [],
+ "outputs": [
+ {
+ "name": "IMAGE",
+ "type": "IMAGE",
+ "links": [
+ 84
+ ]
+ },
+ {
+ "name": "MASK",
+ "type": "MASK",
+ "links": null
+ }
+ ],
+ "properties": {
+ "cnr_id": "comfy-core",
+ "ver": "0.3.26",
+ "Node name for S&R": "LoadImage"
+ },
+ "widgets_values": [
+ "oldman_upscaled.png",
+ "image"
+ ],
+ "color": "#2a363b",
+ "bgcolor": "#3f5159"
+ },
+ {
+ "id": 68,
+ "type": "ImageResizeKJv2",
+ "pos": [
+ -153.1925811767578,
+ 172.66262817382812
+ ],
+ "size": [
+ 270,
+ 336
+ ],
+ "flags": {},
+ "order": 16,
"mode": 0,
"inputs": [
{
"name": "image",
"type": "IMAGE",
- "link": 72
+ "link": 84
},
{
- "name": "get_image_size",
+ "name": "mask",
"shape": 7,
- "type": "IMAGE",
- "link": null
- },
- {
- "name": "width_input",
- "shape": 7,
- "type": "INT",
- "widget": {
- "name": "width_input"
- },
- "link": null
- },
- {
- "name": "height_input",
- "shape": 7,
- "type": "INT",
- "widget": {
- "name": "height_input"
- },
+ "type": "MASK",
"link": null
}
],
@@ -1236,40 +662,588 @@
"name": "IMAGE",
"type": "IMAGE",
"links": [
- 73,
- 83
+ 85,
+ 86
]
},
{
"name": "width",
"type": "INT",
"links": [
- 75
+ 87
]
},
{
"name": "height",
"type": "INT",
"links": [
- 76
+ 88
]
+ },
+ {
+ "name": "mask",
+ "type": "MASK",
+ "links": null
}
],
"properties": {
"cnr_id": "comfyui-kjnodes",
- "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
- "Node name for S&R": "ImageResizeKJ"
+ "ver": "ad37ce656c13e9abea002b46e3a89be3dba32355",
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